Connection check
local install
ocd
OCD (Omni Coder Dashboard) v5.6.0 — AI memory engine with real semantic embeddings, 25 MCP tools, session guard, trace-to-evidence audit bot, Antigravity intelligence, cost visibility, smart routing, and proactive IDE interception. 100% local, zero API keys.
Tools
24
GitHub stars
3
Installs / wk
12
Licence
—
Transport
stdio
Last checked
never
Tools & capabilities
24 toolsRead from the published package source — this server runs locally, so there is no endpoint to query. Names are taken from the code, not observed at runtime, and descriptions are often absent.
get_active_recommendations
from source
Get active AI coaching recommendations to improve productivity. Get active AI coaching recommendations to improve productivity.
get_arbitrage_recommendation
from source
Get a cost-routing recommendation: should this task use a free local model (Ollama) or a premium cloud model? Returns mathematically proven savings estimate. Get a cost-routing recommendation: should this task use a free local model (Ollama) or a premium cloud model? Returns mathematically proven savings estimate.
get_attribution_report
from source
Get an AI vs. human code authorship breakdown for commits. Shows per-project, per-branch, and per-tool attribution percentages for engineering managers, compliance reporting, and v… Get an AI vs. human code authorship breakdown for commits. Shows per-project, per-branch, and per-tool attribution percentages for engineering managers, compliance reporting, and velocity tracking.
get_audit_history
from source
Retrieve past Trace-to-Evidence audit runs and their results. Useful for tracking recurring issues, comparing audit outcomes across sessions, and avoiding re-investigating solved p… Retrieve past Trace-to-Evidence audit runs and their results. Useful for tracking recurring issues, comparing audit outcomes across sessions, and avoiding re-investigating solved problems.
get_audit_templates
from source
List available audit templates for the Trace-to-Evidence system. Templates define evidence-gathering strategies for common audit patterns (mapping validation, ingestion throttling,… List available audit templates for the Trace-to-Evidence system. Templates define evidence-gathering strategies for common audit patterns (mapping validation, ingestion throttling, fallback behavior).
get_current_task
from source
CRITICAL: Call this tool before starting any new action to understand the current scope. Returns the active task from OCD so you do not deviate or cause scope creep. CRITICAL: Call this tool before starting any new action to understand the current scope. Returns the active task from OCD so you do not deviate or cause scope creep.
get_efficiency_snapshot
from source
Get a quick efficiency snapshot of your AI coding productivity. Get a quick efficiency snapshot of your AI coding productivity.
get_efficiency_tips
from source
Get personalized token-saving tips based on your usage patterns. Returns your daily burn rate, weekly forecast, top token consumers, and actionable quick wins to reduce waste. Get personalized token-saving tips based on your usage patterns. Returns your daily burn rate, weekly forecast, top token consumers, and actionable quick wins to reduce waste.
get_knowledge_context
from source
Fetch architecture patterns, code conventions, and deep context from the Knowledge Graph. Fetch architecture patterns, code conventions, and deep context from the Knowledge Graph.
get_last_session_context
from source
Get context from the most recent coding session for continuity. Get context from the most recent coding session for continuity.
get_model_comparison
from source
Compare AI model performance and cost across your sessions. Models are normalized (e.g., kimi-k2.5 variants are merged). Compare AI model performance and cost across your sessions. Models are normalized (e.g., kimi-k2.5 variants are merged).
get_negative_constraints
from source
Get explicit Get explicit
get_optimal_prompt_structure
from source
Get data-driven guidance on optimal prompt structure based on your history. Get data-driven guidance on optimal prompt structure based on your history.
get_project_stats
from source
Get AI development statistics for a specific project. Get AI development statistics for a specific project.
get_routing_recommendation
from source
Get which AI tool + model is statistically best for your current task type. For single-tool users, provides model-level optimization and workflow tips instead of cross-tool routing… Get which AI tool + model is statistically best for your current task type. For single-tool users, provides model-level optimization and workflow tips instead of cross-tool routing.
get_session_health_check
from source
Check your current session health using cross-session patterns. Returns a status (healthy/degrading/critical), a suggested action (continue/compact/new_session), and context-aware… Check your current session health using cross-session patterns. Returns a status (healthy/degrading/critical), a suggested action (continue/compact/new_session), and context-aware nudges based on your historical usage patterns. Call this periodically to stay ahead of quality degradation.
get_similar_solutions
from source
Search the semantic memory bank for successful code implementations from past coding sessions. Uses real vector similarity (ONNX/Ollama/OpenAI) — results labeled as semantic or key… Search the semantic memory bank for successful code implementations from past coding sessions. Uses real vector similarity (ONNX/Ollama/OpenAI) — results labeled as semantic or keyword match.
get_team_memory
from source
Retrieve solutions that teammates on the same local network discovered in their OCD instances. Requires P2P_SECRET env var to be set on all nodes. Retrieve solutions that teammates on the same local network discovered in their OCD instances. Requires P2P_SECRET env var to be set on all nodes.
get_topic_summary
from source
Get a summary of AI coding activity grouped by topic. Get a summary of AI coding activity grouped by topic.
park_out_of_scope_idea
from source
Call this when the user suggests an idea that does not directly contribute to the current active task. Parks the idea in OCD so it is not lost, then redirects focus back to the tas… Call this when the user suggests an idea that does not directly contribute to the current active task. Parks the idea in OCD so it is not lost, then redirects focus back to the task.
push_handoff_note
from source
Save a critical handoff note or architectural decision for future AI agents. Save a critical handoff note or architectural decision for future AI agents.
run_trace_audit
from source
Run a Trace-to-Evidence audit: accepts a question (e.g. Run a Trace-to-Evidence audit: accepts a question (e.g.
submit_ide_trace
from source
Manually submit a stack trace or error output for instant proactive analysis. OCD will search its memory and return the best matching past solution. Manually submit a stack trace or error output for instant proactive analysis. OCD will search its memory and return the best matching past solution.
update_task_status
from source