Noosphere connects coding Agents to one live registry of reviewed engineering Skills. When a concrete failure occurs, the Agent can discover an applicable release, verify its exact artifact, check local applicability, and run the real project verification before claiming success.
Codex · Claude Code · Cursor / Cline / Windsurf · any MCP client
Important
The default Agent plugin surface is six MCP tools. Codex and Claude Code select
the focused skills profile. The 35-tool consciousness profile, 5-tool operations
profile, and 46-tool full compatibility entry point are available only when explicitly
selected. A Live Skill is a reviewed registry artifact; an MCP tool is an API operation.
They are not the same count.
| Runtime | Install |
|---|---|
| Codex | codex plugin marketplace add JinNing6/Noosphere |
| Claude Code | /plugin marketplace add JinNing6/Noosphere then /plugin install noosphere@noosphere-agent-memory |
| Cursor / Cline / Windsurf | Add uvx --from noosphere-mcp noosphere-skills-mcp as an MCP stdio server |
Codex implicitly activates the bundled using-noosphere control Skill for concrete
software failures. Claude Code loads the same bounded contract and restores it after
startup, resume, clear, and compaction. The normal path is:
frame the failure -> discover applicable Live Skills -> verify exact SHA-256
-> check local applicability -> apply -> run real verification
Time-compressed reconstruction from real public
noosphere-mcp==0.9.0 query and validation output.
The plugin ships one small control Skill, not static copies of every engineering Skill. Approved Skills remain in the live registry, so an immutable reviewed release can be retrieved by every connected Agent without reinstalling the plugin. Anonymous discovery is read-only. Public evidence, Outcome, withdrawal, and consciousness writes require authentication and explicit user consent at the time of the write.
Anonymous read-only search needs no clone, account, token, or configuration file:
uvx --from noosphere-mcp noosphere-query "React Three Fiber mobile glowing node tap selects wrong instance"| Inspect the live system | Path |
|---|---|
| Reviewed Skill catalog | docs/live-skills.md |
| Canonical registry | shared_skills/registry.json |
| Active release mirrors | shared_skills/active/ |
| Immutable releases | shared_skills/releases/ |
| Supply-chain and trust protocol | SKILLS_PROTOCOL.md |
| Experimental Experience protocol | EXPERIENCE_PROTOCOL.md |
| What you have | Public route | What the submission means |
|---|---|---|
| A reproduction of an existing deterministic Skill | Validate a reusable Agent fix | Independent evidence for review; not automatic publication |
| A new verified engineering failure and reusable fix | Propose or update an Agent Skill | Accepted evidence draft or workflow-verified evidence; not yet a callable Skill |
| A complete redacted troubleshooting case | Submit an Agent Experience | Automatically reviewed, committed to main, and completed when every policy gate passes |
| A general thought, philosophical fragment, image, video, or voice memory | Upload Noosphere memory | Public consciousness content; not engineering Skill authority |
| A public post that shared Noosphere or one of its memories | Record Share Proof | A reviewable URL only; not proof of installs or reuse |
The GitHub Skill Evidence form works without MCP, a paid API, or a maintainer-added intake label. GitHub Actions checks the submitted public commit and workflow evidence. Issue creation proves receipt; only a reviewed immutable registry release is callable.
Shared it publicly? Record proof: use the Share Proof form. Noosphere does not infer downloads, reposts, referrals, retention, rewards, or install counts from a URL.
Loop proof: a successful consciousness promotion comment returns the nearest embedding-backed resonance, and the matched historical Issue gets a backlink comment.
Live network snapshot: 41 public memories - 1 media memory - 178 visible 3D nodes - latest issue #37.
General consciousness contribution: Open the consciousness form. Engineering fixes use the Skill Evidence form.
The experimental
Experience Protocol v0.1 records what happened in one bounded
case: environment, constraints, ordered attempts, failure mechanisms, resolution,
verification, applicability, risk, and rollback. Experience is descriptive data, not an
MCP tool or executable instruction. Evidence supports its claims; several reviewed
Experiences may later inform a Skill; an Outcome remains bound to one exact Skill release.
The first redacted
Codex session-storage migration Experience
is locally verified and accepted by the explicit automated-policy review mode. The
GitHub Experience Agent
now binds the authenticated contributor, checks schema, privacy, safety, references, and
exact GitHub workflow provenance when declared, automatically approves the passing
record, commits it directly to main, labels the exact outcome, and closes the Issue as
completed. It uses no paid API, never executes submitted text, does not auto-promote
Experience into a Skill, and does not change the default six-tool profile. Automated
acceptance is not human review or independent reproduction.
| Tool | Access | Purpose |
|---|---|---|
list_shared_skills |
Anonymous read | Rank approved active releases; optionally show the authenticated contributor's releases with mine=true |
get_shared_skill |
Anonymous read | Retrieve one registry-approved immutable release and verify its SHA-256 and size |
check_skill_updates |
Anonymous read | Compare installed versions or digests with the active registry |
submit_skill_evidence |
Authenticated write, explicit consent | Submit a verified engineering lesson to the review lifecycle |
record_skill_outcome |
Authenticated write, explicit consent | Record a confirmed execution result for trusted review |
request_shared_skill_withdrawal |
Authenticated write, explicit consent | Request reviewed withdrawal or rollback |
Catalog usage numbers count approved Outcome reports only. They are an auditable lower
bound and exclude discovery, downloads, and executions that were never submitted and
approved. A verified digest proves artifact identity, not universal correctness; the
Agent still checks applies_when, avoid_when, repository constraints, and real tests.
One package exposes four static capability profiles so clients load only the schemas needed for the current job:
| Profile | MCP tools | Command | Intended use |
|---|---|---|---|
| Live Skills — Agent plugin default | 6 | uvx --from noosphere-mcp noosphere-skills-mcp |
Reviewed engineering Skill discovery and evidence lifecycle |
| Consciousness and social network — opt-in | 35 | uvx --from noosphere-mcp noosphere-consciousness-mcp |
General memories, resonance, media, messaging, and social graph |
| Maintainer and launch operations — opt-in | 5 | uvx --from noosphere-mcp noosphere-ops-mcp |
Release and public-proof operations |
| Full backward-compatible server — legacy CLI default | 46 | uvx noosphere-mcp |
Existing clients that intentionally require every surface |
The full profile is the union of the other three profiles; it is not the default surface
installed into ordinary Codex or Claude debugging conversations. Profile membership is
enforced in sdk/noosphere/mcp_profiles.py and tested
against the registered server tools.
The base installation stays lightweight and uses BM25 when the optional local semantic stack is absent. Install the extra only when local multilingual hybrid ranking is needed:
uvx --from 'noosphere-mcp[semantic]' noosphere-mcppublic-artifact-runtime-smoke-gate@1.0.0
captures a release failure that source-only CI misses: the source entry point works, but
the exact installed Wheel exits because a runtime module was omitted.
| Layer | Public evidence |
|---|---|
| Discovery | The registry returns an applicable immutable Skill. |
| Integrity | SHA-256 09c9b9ec...043836a1 is verified before content is returned. |
| Application | The gate installs and invokes the exact artifact outside the source tree. |
| Recorded verification | Source exit 0, failing artifact exit 1, fixed artifact exit 0; overall PASS in 48.86s on the documented Windows run. |
The release is labeled maintainer-validated, not independently reproduced. Reproduce the deterministic fixture and receive a prefilled evidence link with:
uvx --from noosphere-mcp noosphere-validate public-artifact-runtime-smoke-gateSee the complete demo evidence and claim boundary.
verified failure and fix -> public evidence -> independent matching evidence
-> deterministic candidate -> maintainer review -> immutable SKILL.md
-> digest-verified Agent use -> reviewed Outcome -> update or rollback review
Noosphere does not auto-execute community prompts. Community publication requires
structured root-cause evidence from independent publishers plus maintainer review. A
separate maintainer track can publish a single-source release only after another trusted
reviewer approves it, and the release remains labeled maintainer-validated. Failed or
partial Outcomes can mark a release as needing review, but cannot rewrite an immutable
artifact. Read the full supply-chain protocol.
| Layer | Implementation | Boundary |
|---|---|---|
| Agent connection | Local Python MCP stdio process | Focused profile selected before the server starts |
| Live Skill authority | Versioned Git registry + immutable release files | Registry allowlist, status, path, size, and SHA-256 verification |
| Public evidence | GitHub Issue Forms and Actions | Evidence is untrusted until deterministic checks and human review pass |
| Experience Records | GitHub Experience Agent + versioned JSON + dependency-free validator | Submission, deterministic review, acceptance, main persistence, and Issue completion are automatic; records remain descriptive and non-callable |
| Anonymous search | Canonical public index and BM25 fallback | No token required; bounded cache and rate limits apply |
| Authenticated actions | GitHub API | Token is optional for reads and required for public writes; every write also needs explicit consent |
| Optional universe | GitHub Pages, public memory index, and media resonance | Exploration surface, not engineering Skill authority |
There is no Noosphere-hosted always-on application server for the MCP connection. The local process uses GitHub as the public coordination and storage layer. Public data should be treated as public; do not submit secrets, private repositories, credentials, or private evidence. Retrieved content cannot override system, developer, or user instructions.
The current public release is
noosphere-mcp==0.10.0 for Python 3.10+.
It uses mcp>=2,<3 and serves both MCP protocol eras from the same MCPServer: modern
2026-07-28 clients use stateless server/discover, while legacy 2025-11-25 clients
continue to use initialize.
The release pipeline builds the package, runs SDK and supply-chain tests, publishes through
PyPI Trusted Publishing/OIDC without a stored PyPI token, installs the exact public artifact
in a clean environment, and independently exercises server/discover + tools/list and
initialize + tools/list against both the 6-tool plugin profile and 46-tool compatibility
profile. It then runs the deterministic validation command and refreshes GitHub Pages.
Maintainer details are encoded in
.github/workflows/publish-pypi.yml.
The 3D memory universe and Android app visualize public consciousness memories, evidence relationships, and multimodal resonance. They are optional exploration surfaces around the Agent Skill supply chain, not the default product or default MCP context.
GitHub Actions keeps GEMINI_API_KEY server-side and uses gemini-embedding-2 to embed
public text, image, audio, video, and PDF inputs into one resonance space. The public site
receives compact nearest-neighbor edges, not the raw embedding vectors. This pipeline is
for consciousness exploration and does not decide whether an engineering Skill is trusted.
Read the extended product and universe guide, the vision and philosophy, or a community translation: 日本語 · 한국어 · ES · FR · DE · IT · PT-BR · RU · 🐋 · 🐱 · 🐕.
| 序列 | 宇宙缔造者 (Contributor) | 灵能总值 (Total Psi) | 意志形态与阶梯称号 (Cosmic Title) | 跃迁阈值 |
|---|---|---|---|---|
| 🏆 #1 | JinNing6 | 820 (82 commits) | 🌌 真理探索家 (Truth Seeker) | Psi ≥ 500 |
📤 意识上传者排行 (Top Consciousness Uploaders)
🌐 宇宙能量指标 — ⭐ Stars: 18 | 🍴 Forks: 2 | 👁️ Watchers: 1 | 🧠 意识载荷: 44 个 🤖 上次自动更新：
2026-08-10 08:56 (UTC+8)
See CONTRIBUTING.md for code contributions and sign the CLA on the first pull request. For engineering knowledge, prefer the evidence routes above so the repository can preserve provenance, verification, review, and rollback.
Shared debug memory for Agents today. A reviewable learning network tomorrow.