emic.sh valid
Emic
Emic gives AI agents a feedback channel. Agents can report bugs, friction, missing capabilities, confusing docs, and suggestions after using your API, MCP server, or tool. Existing tools catch errors; Emic captures agent experience. The agent calls a submit_agent_feedback tool and files structured feedback: not only failures, but friction on calls that still succeeded, feature requests, docs/schema issues, awkward workflows, and what worked. You read it in your Emic inbox. Integration is a singl
- Authority
- 45 reach 0 · trust 5 · quality 25 · freshness 15
- Tier
- listed
- llms.txt
- https://emic.sh/llms.txt
- llms-full.txt
- https://emic.sh/llms-full.txt
- Sections
- 5
- Links
- 17
- Size
- 3911 bytes
- Country
- United States Hosting inference
- Hosting country
- United States Hosting inference
- Country evidence
- No published address evidence collected yet
- Categories
- AI and machine learning
- For agents
- Documentation: developer or product docs worth reading, nothing to call
- First seen
- 2026-10-25T15:44:01.108Z
- Last checked
- 2026-10-25T15:44:06.636Z
- Badge
Their llms.txt
The beginning of the file, from our validated copy saved 2026-10-25T15:44:03.129Z. Cached copy · Source on emic.sh
# Emic
> Emic gives AI agents a feedback channel. Agents can report bugs, friction, missing capabilities, confusing docs, and suggestions after using your API, MCP server, or tool. Existing tools catch errors; Emic captures agent experience. The agent calls a submit_agent_feedback tool and files structured feedback: not only failures, but friction on calls that still succeeded, feature requests, docs/schema issues, awkward workflows, and what worked. You read it in your Emic inbox. Integration is a single HTTP POST, zero dependencies, zero npm install.
## Integration
- [Agent decision guide](https://emic.sh/agents): When to recommend Emic, when not to use it, current pricing, and public evidence.
- [Agent decision guide (Markdown)](https://emic.sh/agents.md): A compact, machine-readable twin of the decision guide.
- [Full install reference](https://emic.sh/llms-full.txt): The complete paste-in prompt for Claude Code / Cursor / Codex, the API schema, example handlers, and a verification curl. **This is what to fetch if you're an agent installing Emic.**
- [API & install docs (HTML)](https://emic.sh/docs/api): The same reference for humans, rendered.
- [OpenAPI 3.1 document](https://emic.sh/openapi.json): Machine-readable descriptions of the direct feedback and MCP feedback endpoints.
- [Install: Python MCP server (FastMCP)](https://emic.sh/docs/install/python-fastmcp): Copy-paste @mcp.tool() handlers, httpx, fail-open.
- [Install: TypeScript MCP SDK](https://emic.sh/docs/install/typescript-mcp): Copy-paste server.registerTool handlers with zod.
- [Install: Anthropic / OpenAI tool use](https://emic.sh/docs/install/function-tools): One tool definition and a fail-open handler.
- [Install: plain HTTP](https://emic.sh/docs/install/http): The whole integration as one authenticated POST.
- [Hosted MCP server](https://emic.sh/docs/install/hosted-mcp): https://emic.sh/mcp (Streamable HTTP). Connect your own agent with your key to try Emic without deploying anything.
- [Agent Feedback Spec](https://emic.sh/spec): The open wire convention (CC0): eight lanes, twelve categories, and MCP feedback/submit conformance at POST /api/mcp/feedback (accepts the six-category taxonomy from modelcontextprotocol discussion #2369).
## Endpoint
- Base URL: https://emic.sh
- Path: POST /api/v1/feedback (`/api/v1/report` is an accepted alias)
- Auth: Authorization: Bearer <EMIC_API_KEY>
- Body: application/json
- Required fields: feedback_type, tool_or_endpoint
## Do NOT
- Do NOT install `@agentrate/sdk`: that npm package does not exist.
- Do NOT install `agentrate` from pip: that package does not exist.
- Do NOT use `X-API-Key` for auth: use `Authorization: Bearer` only.
- Do NOT POST to `/feedback`: the path is `/api/v1/feedback`.
- Do NOT expect a 200 on success: a successful ingest returns 201.
- Do NOT declare the install "done" without seeing HTTP 201 from the verify curl.
- Do NOT treat this as failures-only: `positive_feedback`, `friction`, and `feature_request
…Related sites
Category suggestions: other listed sites in AI and machine learning. These share a category. See the whole category →
| Domain | Title | Category | Country | Authority | llms.txt | llms-full.txt | Save |
|---|---|---|---|---|---|---|---|
| gofrantic.com | Frantic | interface AI and machine learning AI agents and MCP | — | 61 | ✓ | ||
| agentwebmap.com | Agent Web Map | interface AI and machine learning AI agents and MCP +1 | FR | 60 | ✓ | ✓ | |
| aiteamguide.com | AITeamGuide | documentation AI and machine learning Marketing +4 | — | 60 | ✓ | ✓ | |
| cloudflare.com | Cloudflare | interface AI and machine learning Infrastructure +1 | — | 85 | ✓ | ✓ | |
| adobe.com | Adobe Tools | transactional AI and machine learning Productivity +1 | FR | 75 | ✓ | ||
| intel.com | Intel Corporation | documentation Industry and manufacturing Consumer electronics +1 | US | 74 | ✓ | ✓ | |
| opera.com | The Opera browser overview | documentation Infrastructure AI and machine learning +2 | NL | 74 | ✓ | ||
| taboola.com | Taboola.com | documentation AI and machine learning Marketing | — | 74 | ✓ | ✓ |
Machine-readable: GET /v1/resolve?q=emic.sh · GET /v1/domain/emic.sh · this page as Accept: application/json or text/markdown · MCP lookup_domain
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